کنفرانس مهندسی برق ایران

صفحه اصلی / سی و یکمین کنفرانس بین المللی مهندسی برق

A Novel UAV-enabled V2V Mobile Network: A Reinforcement Learning Approach

نویسندگان :

Hossein Mohammadi Firouzjaei¹ Javad Zeraatkar² Mehrdad Ardebilipour³

1- K.N.Toosi University of Technology 2- University of Birjand 3- K.N.Toosi University of Technology

کلمات کلیدی :

Mobile Networks،UAV،Reinforcement Learning،V2V Networks،Energy Harvesting

چکیده :

While using Unmanned Aerial Vehicles (UAVs) as flying Base Stations (FBSs) to improve the efficiency of mobile networks can be a promising approach, there are some challenges like the limited energy of the UAV. Applying Reinforcement Learning (RL) algorithms can be a practical solution to solve the energy problem. Furthermore, combining the UAV-aided mobile networks with RL algorithms can be a promising tendency to help other terrestrial vehicles to find the best route. A Vehicle-to-Vehicle (V2V) mobile network, which the UAV plays the role of a FBS and harvests energy from terrestrial users is investigated in this paper. Following that, the limited energy problem of the UAV that avoids it to complete its mission, is solved by using RL algorithms. The RL algorithm of this paper is formed by a modified Q-Learning algorithm. The effectiveness of the proposed scenario is indicated in the simulation results.

لیست مقالات

لیست مقالات بایگانی شده

Optimal Sizing and Placing of Capacitors in Distribution Networks in the Presence of Three-Phase Induction Motors Using Genetic Algorithm

Seyed Amir Hossein Mohamadi - Seyed Amir Mohammad Lahaghi - Shayan Nazari - Behrooz Zaker

Privacy-Preserving Model Predictive Control Using Secure Multi-Party Computation

Saeed Adelipour - Mohammad Haeri

HFO detection from iEEG signals in epilepsy using time-trained graphs and Deep Graph Convolutional Neural Network

Fatemeh Gharebaghi asl - Sepideh Hajipour Sardouie

On spatiotemporal-aware deep neural networks for real-time video fire detection: empowering image-based models with temporal and spatial features of video

Mahdi Shamisavi - Sahar Eslami - Amir Jahanshahi - Morteza Rajabzadeh

مکان یابی بهینه ذخیره سازهای متحرک انرژی الکتریکی با هدف بهبود تاب آوری سیستم توزیع قبل از طوفان

سبحان آقابابایی - محمد صادق سپاسیان

شبیه سازی یک حسگر با استفاده از یک میکرو تشدیدگر اویلری

مریم دهقانیان - محسن حاتمی

Conserving Power Consumption in Elastic Optical Networks using Deep Learning

Fatemeh Dehrouyeh - Sina Tavakolian - Lotfollah Beygi

A Highly-Linear Wideband Differential Low-Noise Amplifier Using Derivative Superposition Technique

Abolfazl Rajaiyan - Mehdi Saberi

Design, Simulation, and fabrication of a compact dual-band GNSS antenna

Farnoosh Abbasi - Amir Saman Nooramin

Improving Wind Turbines Blades Damage detection by using YOLO BoF and BoS

Reza Mohammadi - Saeed Sharifian

ثمین همایش، سامانه مدیریت کنفرانس ها و جشنواره ها - نگارش 40.3.1